Jyoti Ranjan
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All (2)
agents (1)
AI security (1)
compliance (1)
Deep Learning (1)
GPT-2 (1)
LLM (1)
MCP (1)
Transformers (1)

Blog

An annotated MCP tool manifest with six security weaknesses highlighted.

Your MCP Server Is an Attack Surface

A first-principles look at the six ways a Model Context Protocol server can quietly betray your agent — with the exact bytes that do it, and why finding them isn’t the same as proving you looked.
MCP
AI security
agents
compliance

MCP let us give AI agents hands. It also gave attackers a new, under-audited surface: the tool descriptions and schemas an agent reads before it acts. We trace each of the six weaknesses down to the offending bytes, then look at the gap between spotting them and proving to an auditor that you did.

Jul 4, 2026
Jyoti Ranjan

Understanding LLM Parameters: A Step-by-Step Calculation Guide Using GPT-2

LLM
Deep Learning
GPT-2
Transformers

A comprehensive breakdown of how to calculate the total number of parameters in GPT-2, from input embeddings to output predictions.

Nov 21, 2024
Jyoti Ranjan
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